Chronos: add a how to guide to help users optimize their forecaster with forecaster.optimize
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pip install --pre --upgrade bigdl-chronos[pytorch,inference]
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You may also need to change some other files to make sure the how to guide could be correctly rendered on the document. After that, you may generate a document page with your own readthedoc id for preview. |
TheaperDeng
reviewed
Jan 5, 2023
| @@ -24,6 +24,7 @@ Forecasting | |||
| * `Export the OpenVINO model files to disk <how_to_export_openvino_files.html>`__ | |||
| * `Export the TorchScript model files to disk <how_to_export_torchscript_files.html>`__ | |||
| * `Preprocess my data <how_to_preprocess_my_data.html>`__ | |||
| * `Optimize a forecaster <how_to_optimize_a_forecaster.html>`__ | |||
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could you rebase this file and put this howto under https://bigdl.readthedocs.io/en/latest/doc/Chronos/Howto/index.html#speed-up-a-forecaster this section
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others LGTM, Please add the "open in colab" and "bigdl logo", e.g. https://github.com/intel-analytics/BigDL/blob/main/python/chronos/colab-notebook/howto/how_to_speedup_inference_of_forecaster_through_ONNXRuntime.ipynb |
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Description
This method will traverse existing optimization methods(onnxruntime, openvino, jit, …) and save the model with minimum latency under the given data and search restrictions(accelerator, precision, accuracy_criterion) in forecaster.accelerated_model. This post provides a way by which users could replay the method.
1. Why the change?
2. User API changes
Add a new how-to guide.
3. Summary of the change
a new notebook
4. How to test?